Unverified50% confidenceFactExact time
Agents in production environments exhibit three failure modes that traditional APM cannot alert on: loops (repeatedly retrying failed actions, leading to increased cost and side effects), drift (model output characteristics gradually shifting over time), and anomalies (behavior that is reasonable at each single step but wrong for the sequence as a whole).
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
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